{"id":"W7009215362","doi":"","title":"The Dynamic Nature of Sea Floor Roughness in Shallow Water Environments","year":2014,"lang":"en","type":"article","venue":"University of New Hampshire Scholars Repository (University of New Hampshire at Manchester)","topic":"Ocean Waves and Remote Sensing","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Waves and shallow water; Seabed; Sea state; Forcing (mathematics); Seafloor spreading; Particle image velocimetry; Physical oceanography; Ripple","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001393404,0.0001262606,0.0001456303,0.0006262342,0.0003276533,0.001041318,0.0001730181,0.0002718281,0.0004755693],"category_scores_gemma":[0.0008447736,0.0001792909,0.0001715833,0.0004865735,0.0003998055,0.0006503301,0.0004102241,0.0001699445,0.0001035189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000289453,"about_ca_system_score_gemma":0.0001925617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006014145,"about_ca_topic_score_gemma":0.008243801,"domain_scores_codex":[0.9998959,0.00001242054,0.000005170438,0.00002325066,0.00002601711,0.00003728314],"domain_scores_gemma":[0.9997615,0.00006844281,0.00008095805,0.00001988372,0.00003878575,0.00003047495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002167879,0.0001106412,0.6690879,0.0001842235,0.0001652241,0.002319911,0.001085285,0.1205495,0.09780543,0.01176353,0.001673083,0.09503849],"study_design_scores_gemma":[0.000005326224,0.00008469167,0.8750935,0.00002946813,0.00004001215,0.0006476506,0.001361427,0.1131842,0.002528695,0.004421735,0.002548387,0.00005488554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904712,0.000383257,0.005360716,0.0001802288,0.00001029475,0.000008570786,0.0002548666,0.0000305434,0.003300247],"genre_scores_gemma":[0.9989564,0.0001618267,0.0005510346,0.000007929764,0.000006210038,0.00000224234,0.00006833574,0.000003722423,0.0002421707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006014145,"threshold_uncertainty_score":0.01195824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00559520851996618,"score_gpt":0.1634841567482364,"score_spread":0.1578889482282702,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}